
(FPCore (ux uy maxCos) :precision binary32 (let* ((t_0 (+ (- 1.0 ux) (* ux maxCos)))) (* (sin (* (* uy 2.0) PI)) (sqrt (- 1.0 (* t_0 t_0))))))
float code(float ux, float uy, float maxCos) {
float t_0 = (1.0f - ux) + (ux * maxCos);
return sinf(((uy * 2.0f) * ((float) M_PI))) * sqrtf((1.0f - (t_0 * t_0)));
}
function code(ux, uy, maxCos) t_0 = Float32(Float32(Float32(1.0) - ux) + Float32(ux * maxCos)) return Float32(sin(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * sqrt(Float32(Float32(1.0) - Float32(t_0 * t_0)))) end
function tmp = code(ux, uy, maxCos) t_0 = (single(1.0) - ux) + (ux * maxCos); tmp = sin(((uy * single(2.0)) * single(pi))) * sqrt((single(1.0) - (t_0 * t_0))); end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(1 - ux\right) + ux \cdot maxCos\\
\sin \left(\left(uy \cdot 2\right) \cdot \pi\right) \cdot \sqrt{1 - t_0 \cdot t_0}
\end{array}
\end{array}
Sampling outcomes in binary32 precision:
Herbie found 13 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (ux uy maxCos) :precision binary32 (let* ((t_0 (+ (- 1.0 ux) (* ux maxCos)))) (* (sin (* (* uy 2.0) PI)) (sqrt (- 1.0 (* t_0 t_0))))))
float code(float ux, float uy, float maxCos) {
float t_0 = (1.0f - ux) + (ux * maxCos);
return sinf(((uy * 2.0f) * ((float) M_PI))) * sqrtf((1.0f - (t_0 * t_0)));
}
function code(ux, uy, maxCos) t_0 = Float32(Float32(Float32(1.0) - ux) + Float32(ux * maxCos)) return Float32(sin(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * sqrt(Float32(Float32(1.0) - Float32(t_0 * t_0)))) end
function tmp = code(ux, uy, maxCos) t_0 = (single(1.0) - ux) + (ux * maxCos); tmp = sin(((uy * single(2.0)) * single(pi))) * sqrt((single(1.0) - (t_0 * t_0))); end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(1 - ux\right) + ux \cdot maxCos\\
\sin \left(\left(uy \cdot 2\right) \cdot \pi\right) \cdot \sqrt{1 - t_0 \cdot t_0}
\end{array}
\end{array}
(FPCore (ux uy maxCos)
:precision binary32
(*
(log1p (expm1 (sin (* uy (* 2.0 PI)))))
(sqrt
(fma
ux
(- 1.0 (- maxCos (- 1.0 maxCos)))
(* (- 1.0 maxCos) (* (+ maxCos -1.0) (* ux ux)))))))
float code(float ux, float uy, float maxCos) {
return log1pf(expm1f(sinf((uy * (2.0f * ((float) M_PI)))))) * sqrtf(fmaf(ux, (1.0f - (maxCos - (1.0f - maxCos))), ((1.0f - maxCos) * ((maxCos + -1.0f) * (ux * ux)))));
}
function code(ux, uy, maxCos) return Float32(log1p(expm1(sin(Float32(uy * Float32(Float32(2.0) * Float32(pi)))))) * sqrt(fma(ux, Float32(Float32(1.0) - Float32(maxCos - Float32(Float32(1.0) - maxCos))), Float32(Float32(Float32(1.0) - maxCos) * Float32(Float32(maxCos + Float32(-1.0)) * Float32(ux * ux)))))) end
\begin{array}{l}
\\
\mathsf{log1p}\left(\mathsf{expm1}\left(\sin \left(uy \cdot \left(2 \cdot \pi\right)\right)\right)\right) \cdot \sqrt{\mathsf{fma}\left(ux, 1 - \left(maxCos - \left(1 - maxCos\right)\right), \left(1 - maxCos\right) \cdot \left(\left(maxCos + -1\right) \cdot \left(ux \cdot ux\right)\right)\right)}
\end{array}
Initial program 57.5%
associate-*l*57.5%
sub-neg57.5%
+-commutative57.5%
distribute-rgt-neg-in57.5%
fma-def57.4%
+-commutative57.4%
associate-+r-57.4%
fma-def57.4%
neg-sub057.4%
+-commutative57.4%
associate-+r-57.3%
associate--r-57.3%
neg-sub057.3%
+-commutative57.3%
sub-neg57.3%
fma-def57.3%
Simplified57.3%
Taylor expanded in ux around 0 98.3%
+-commutative98.3%
fma-def98.3%
associate--l+98.3%
mul-1-neg98.3%
sub-neg98.3%
metadata-eval98.3%
distribute-neg-in98.3%
metadata-eval98.3%
+-commutative98.3%
sub-neg98.3%
sub-neg98.3%
metadata-eval98.3%
*-commutative98.3%
unpow298.3%
Simplified98.3%
log1p-expm1-u98.4%
Applied egg-rr98.4%
Final simplification98.4%
(FPCore (ux uy maxCos)
:precision binary32
(*
(sin (* uy (* 2.0 PI)))
(sqrt
(fma
ux
(- 1.0 (- maxCos (- 1.0 maxCos)))
(* (- 1.0 maxCos) (* (+ maxCos -1.0) (* ux ux)))))))
float code(float ux, float uy, float maxCos) {
return sinf((uy * (2.0f * ((float) M_PI)))) * sqrtf(fmaf(ux, (1.0f - (maxCos - (1.0f - maxCos))), ((1.0f - maxCos) * ((maxCos + -1.0f) * (ux * ux)))));
}
function code(ux, uy, maxCos) return Float32(sin(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(fma(ux, Float32(Float32(1.0) - Float32(maxCos - Float32(Float32(1.0) - maxCos))), Float32(Float32(Float32(1.0) - maxCos) * Float32(Float32(maxCos + Float32(-1.0)) * Float32(ux * ux)))))) end
\begin{array}{l}
\\
\sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(ux, 1 - \left(maxCos - \left(1 - maxCos\right)\right), \left(1 - maxCos\right) \cdot \left(\left(maxCos + -1\right) \cdot \left(ux \cdot ux\right)\right)\right)}
\end{array}
Initial program 57.5%
associate-*l*57.5%
sub-neg57.5%
+-commutative57.5%
distribute-rgt-neg-in57.5%
fma-def57.4%
+-commutative57.4%
associate-+r-57.4%
fma-def57.4%
neg-sub057.4%
+-commutative57.4%
associate-+r-57.3%
associate--r-57.3%
neg-sub057.3%
+-commutative57.3%
sub-neg57.3%
fma-def57.3%
Simplified57.3%
Taylor expanded in ux around 0 98.3%
+-commutative98.3%
fma-def98.3%
associate--l+98.3%
mul-1-neg98.3%
sub-neg98.3%
metadata-eval98.3%
distribute-neg-in98.3%
metadata-eval98.3%
+-commutative98.3%
sub-neg98.3%
sub-neg98.3%
metadata-eval98.3%
*-commutative98.3%
unpow298.3%
Simplified98.3%
Final simplification98.3%
(FPCore (ux uy maxCos)
:precision binary32
(*
(sqrt
(fma
(- 2.0 (+ maxCos maxCos))
ux
(* (* ux ux) (* (- 1.0 maxCos) (+ maxCos -1.0)))))
(sin (* PI (* uy 2.0)))))
float code(float ux, float uy, float maxCos) {
return sqrtf(fmaf((2.0f - (maxCos + maxCos)), ux, ((ux * ux) * ((1.0f - maxCos) * (maxCos + -1.0f))))) * sinf((((float) M_PI) * (uy * 2.0f)));
}
function code(ux, uy, maxCos) return Float32(sqrt(fma(Float32(Float32(2.0) - Float32(maxCos + maxCos)), ux, Float32(Float32(ux * ux) * Float32(Float32(Float32(1.0) - maxCos) * Float32(maxCos + Float32(-1.0)))))) * sin(Float32(Float32(pi) * Float32(uy * Float32(2.0))))) end
\begin{array}{l}
\\
\sqrt{\mathsf{fma}\left(2 - \left(maxCos + maxCos\right), ux, \left(ux \cdot ux\right) \cdot \left(\left(1 - maxCos\right) \cdot \left(maxCos + -1\right)\right)\right)} \cdot \sin \left(\pi \cdot \left(uy \cdot 2\right)\right)
\end{array}
Initial program 57.5%
associate-*l*57.5%
sub-neg57.5%
+-commutative57.5%
distribute-rgt-neg-in57.5%
fma-def57.4%
+-commutative57.4%
associate-+r-57.4%
fma-def57.4%
neg-sub057.4%
+-commutative57.4%
associate-+r-57.3%
associate--r-57.3%
neg-sub057.3%
+-commutative57.3%
sub-neg57.3%
fma-def57.3%
Simplified57.3%
Taylor expanded in ux around 0 98.3%
+-commutative98.3%
fma-def98.3%
associate--l+98.3%
mul-1-neg98.3%
sub-neg98.3%
metadata-eval98.3%
distribute-neg-in98.3%
metadata-eval98.3%
+-commutative98.3%
sub-neg98.3%
sub-neg98.3%
metadata-eval98.3%
*-commutative98.3%
unpow298.3%
Simplified98.3%
log1p-expm1-u98.4%
Applied egg-rr98.4%
Taylor expanded in uy around inf 98.3%
fma-def98.3%
count-298.3%
associate-*r*98.3%
sub-neg98.3%
metadata-eval98.3%
unpow298.3%
associate-*r*98.3%
*-commutative98.3%
*-commutative98.3%
*-commutative98.3%
Simplified98.3%
Final simplification98.3%
(FPCore (ux uy maxCos)
:precision binary32
(let* ((t_0 (* ux (- 1.0 ux))))
(*
(sin (* uy (* 2.0 PI)))
(sqrt (- (- (* 2.0 ux) (* ux ux)) (* maxCos (+ t_0 t_0)))))))
float code(float ux, float uy, float maxCos) {
float t_0 = ux * (1.0f - ux);
return sinf((uy * (2.0f * ((float) M_PI)))) * sqrtf((((2.0f * ux) - (ux * ux)) - (maxCos * (t_0 + t_0))));
}
function code(ux, uy, maxCos) t_0 = Float32(ux * Float32(Float32(1.0) - ux)) return Float32(sin(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(Float32(Float32(Float32(Float32(2.0) * ux) - Float32(ux * ux)) - Float32(maxCos * Float32(t_0 + t_0))))) end
function tmp = code(ux, uy, maxCos) t_0 = ux * (single(1.0) - ux); tmp = sin((uy * (single(2.0) * single(pi)))) * sqrt((((single(2.0) * ux) - (ux * ux)) - (maxCos * (t_0 + t_0)))); end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := ux \cdot \left(1 - ux\right)\\
\sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\left(2 \cdot ux - ux \cdot ux\right) - maxCos \cdot \left(t_0 + t_0\right)}
\end{array}
\end{array}
Initial program 57.5%
associate-*l*57.5%
sub-neg57.5%
+-commutative57.5%
distribute-rgt-neg-in57.5%
fma-def57.4%
+-commutative57.4%
associate-+r-57.4%
fma-def57.4%
neg-sub057.4%
+-commutative57.4%
associate-+r-57.3%
associate--r-57.3%
neg-sub057.3%
+-commutative57.3%
sub-neg57.3%
fma-def57.3%
Simplified57.3%
Taylor expanded in maxCos around 0 55.6%
Taylor expanded in ux around 0 97.7%
+-commutative97.7%
mul-1-neg97.7%
unsub-neg97.7%
unpow297.7%
Simplified97.7%
Final simplification97.7%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= maxCos 9.999999747378752e-6)
(* (sin (* 2.0 (* uy PI))) (sqrt (- (* 2.0 ux) (* ux ux))))
(*
uy
(*
(* 2.0 PI)
(sqrt
(fma
(- 2.0 (+ maxCos maxCos))
ux
(* (* ux (+ maxCos -1.0)) (* ux (- 1.0 maxCos)))))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (maxCos <= 9.999999747378752e-6f) {
tmp = sinf((2.0f * (uy * ((float) M_PI)))) * sqrtf(((2.0f * ux) - (ux * ux)));
} else {
tmp = uy * ((2.0f * ((float) M_PI)) * sqrtf(fmaf((2.0f - (maxCos + maxCos)), ux, ((ux * (maxCos + -1.0f)) * (ux * (1.0f - maxCos))))));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (maxCos <= Float32(9.999999747378752e-6)) tmp = Float32(sin(Float32(Float32(2.0) * Float32(uy * Float32(pi)))) * sqrt(Float32(Float32(Float32(2.0) * ux) - Float32(ux * ux)))); else tmp = Float32(uy * Float32(Float32(Float32(2.0) * Float32(pi)) * sqrt(fma(Float32(Float32(2.0) - Float32(maxCos + maxCos)), ux, Float32(Float32(ux * Float32(maxCos + Float32(-1.0))) * Float32(ux * Float32(Float32(1.0) - maxCos))))))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;maxCos \leq 9.999999747378752 \cdot 10^{-6}:\\
\;\;\;\;\sin \left(2 \cdot \left(uy \cdot \pi\right)\right) \cdot \sqrt{2 \cdot ux - ux \cdot ux}\\
\mathbf{else}:\\
\;\;\;\;uy \cdot \left(\left(2 \cdot \pi\right) \cdot \sqrt{\mathsf{fma}\left(2 - \left(maxCos + maxCos\right), ux, \left(ux \cdot \left(maxCos + -1\right)\right) \cdot \left(ux \cdot \left(1 - maxCos\right)\right)\right)}\right)\\
\end{array}
\end{array}
if maxCos < 9.99999975e-6Initial program 58.4%
associate-*l*58.4%
sub-neg58.4%
+-commutative58.4%
distribute-rgt-neg-in58.4%
fma-def58.3%
+-commutative58.3%
associate-+r-58.3%
fma-def58.3%
neg-sub058.3%
+-commutative58.3%
associate-+r-58.3%
associate--r-58.3%
neg-sub058.3%
+-commutative58.3%
sub-neg58.3%
fma-def58.3%
Simplified58.3%
Taylor expanded in ux around 0 98.2%
+-commutative98.2%
fma-def98.2%
associate--l+98.3%
mul-1-neg98.3%
sub-neg98.3%
metadata-eval98.3%
distribute-neg-in98.3%
metadata-eval98.3%
+-commutative98.3%
sub-neg98.3%
sub-neg98.3%
metadata-eval98.3%
*-commutative98.3%
unpow298.3%
Simplified98.3%
Taylor expanded in maxCos around 0 97.8%
+-commutative97.8%
mul-1-neg97.8%
unsub-neg97.8%
unpow297.8%
Simplified97.8%
if 9.99999975e-6 < maxCos Initial program 49.5%
associate-*l*49.5%
sub-neg49.5%
+-commutative49.5%
distribute-rgt-neg-in49.5%
fma-def49.5%
+-commutative49.5%
associate-+r-50.1%
fma-def50.1%
neg-sub050.1%
+-commutative50.1%
associate-+r-48.6%
associate--r-48.6%
neg-sub048.6%
+-commutative48.6%
sub-neg48.6%
fma-def48.6%
Simplified48.6%
Taylor expanded in ux around 0 98.7%
+-commutative98.7%
fma-def98.8%
associate--l+99.1%
mul-1-neg99.1%
sub-neg99.1%
metadata-eval99.1%
distribute-neg-in99.1%
metadata-eval99.1%
+-commutative99.1%
sub-neg99.1%
sub-neg99.1%
metadata-eval99.1%
*-commutative99.1%
unpow299.1%
Simplified99.1%
log1p-expm1-u99.1%
Applied egg-rr99.1%
Taylor expanded in uy around 0 86.0%
associate-*r*86.0%
associate-*r*86.0%
*-commutative86.0%
associate-*r*86.0%
associate-*l*86.1%
fma-def86.1%
count-286.1%
*-commutative86.1%
*-commutative86.1%
unpow286.1%
associate-*r*86.1%
*-commutative86.1%
associate-*l*86.1%
sub-neg86.1%
Simplified86.1%
Final simplification96.6%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= maxCos 9.999999747378752e-6)
(* (sin (* 2.0 (* uy PI))) (sqrt (- (* 2.0 ux) (* ux ux))))
(*
(sqrt
(fma
(- 2.0 (+ maxCos maxCos))
ux
(* (* ux ux) (* (- 1.0 maxCos) (+ maxCos -1.0)))))
(* PI (* uy 2.0)))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (maxCos <= 9.999999747378752e-6f) {
tmp = sinf((2.0f * (uy * ((float) M_PI)))) * sqrtf(((2.0f * ux) - (ux * ux)));
} else {
tmp = sqrtf(fmaf((2.0f - (maxCos + maxCos)), ux, ((ux * ux) * ((1.0f - maxCos) * (maxCos + -1.0f))))) * (((float) M_PI) * (uy * 2.0f));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (maxCos <= Float32(9.999999747378752e-6)) tmp = Float32(sin(Float32(Float32(2.0) * Float32(uy * Float32(pi)))) * sqrt(Float32(Float32(Float32(2.0) * ux) - Float32(ux * ux)))); else tmp = Float32(sqrt(fma(Float32(Float32(2.0) - Float32(maxCos + maxCos)), ux, Float32(Float32(ux * ux) * Float32(Float32(Float32(1.0) - maxCos) * Float32(maxCos + Float32(-1.0)))))) * Float32(Float32(pi) * Float32(uy * Float32(2.0)))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;maxCos \leq 9.999999747378752 \cdot 10^{-6}:\\
\;\;\;\;\sin \left(2 \cdot \left(uy \cdot \pi\right)\right) \cdot \sqrt{2 \cdot ux - ux \cdot ux}\\
\mathbf{else}:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(2 - \left(maxCos + maxCos\right), ux, \left(ux \cdot ux\right) \cdot \left(\left(1 - maxCos\right) \cdot \left(maxCos + -1\right)\right)\right)} \cdot \left(\pi \cdot \left(uy \cdot 2\right)\right)\\
\end{array}
\end{array}
if maxCos < 9.99999975e-6Initial program 58.4%
associate-*l*58.4%
sub-neg58.4%
+-commutative58.4%
distribute-rgt-neg-in58.4%
fma-def58.3%
+-commutative58.3%
associate-+r-58.3%
fma-def58.3%
neg-sub058.3%
+-commutative58.3%
associate-+r-58.3%
associate--r-58.3%
neg-sub058.3%
+-commutative58.3%
sub-neg58.3%
fma-def58.3%
Simplified58.3%
Taylor expanded in ux around 0 98.2%
+-commutative98.2%
fma-def98.2%
associate--l+98.3%
mul-1-neg98.3%
sub-neg98.3%
metadata-eval98.3%
distribute-neg-in98.3%
metadata-eval98.3%
+-commutative98.3%
sub-neg98.3%
sub-neg98.3%
metadata-eval98.3%
*-commutative98.3%
unpow298.3%
Simplified98.3%
Taylor expanded in maxCos around 0 97.8%
+-commutative97.8%
mul-1-neg97.8%
unsub-neg97.8%
unpow297.8%
Simplified97.8%
if 9.99999975e-6 < maxCos Initial program 49.5%
associate-*l*49.5%
sub-neg49.5%
+-commutative49.5%
distribute-rgt-neg-in49.5%
fma-def49.5%
+-commutative49.5%
associate-+r-50.1%
fma-def50.1%
neg-sub050.1%
+-commutative50.1%
associate-+r-48.6%
associate--r-48.6%
neg-sub048.6%
+-commutative48.6%
sub-neg48.6%
fma-def48.6%
Simplified48.6%
Taylor expanded in ux around 0 98.7%
+-commutative98.7%
fma-def98.8%
associate--l+99.1%
mul-1-neg99.1%
sub-neg99.1%
metadata-eval99.1%
distribute-neg-in99.1%
metadata-eval99.1%
+-commutative99.1%
sub-neg99.1%
sub-neg99.1%
metadata-eval99.1%
*-commutative99.1%
unpow299.1%
Simplified99.1%
log1p-expm1-u99.1%
Applied egg-rr99.1%
Taylor expanded in uy around 0 86.0%
associate-*r*86.0%
associate-*r*86.0%
*-commutative86.0%
*-commutative86.0%
*-commutative86.0%
fma-def86.2%
count-286.2%
associate-*r*86.2%
sub-neg86.2%
metadata-eval86.2%
unpow286.2%
Simplified86.2%
Final simplification96.6%
(FPCore (ux uy maxCos) :precision binary32 (if (<= maxCos 6.000000212225132e-6) (* (sin (* 2.0 (* uy PI))) (sqrt (- (* 2.0 ux) (* ux ux)))) (* (sin (* uy (* 2.0 PI))) (sqrt (* ux (- 2.0 (* 2.0 maxCos)))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (maxCos <= 6.000000212225132e-6f) {
tmp = sinf((2.0f * (uy * ((float) M_PI)))) * sqrtf(((2.0f * ux) - (ux * ux)));
} else {
tmp = sinf((uy * (2.0f * ((float) M_PI)))) * sqrtf((ux * (2.0f - (2.0f * maxCos))));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (maxCos <= Float32(6.000000212225132e-6)) tmp = Float32(sin(Float32(Float32(2.0) * Float32(uy * Float32(pi)))) * sqrt(Float32(Float32(Float32(2.0) * ux) - Float32(ux * ux)))); else tmp = Float32(sin(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(Float32(ux * Float32(Float32(2.0) - Float32(Float32(2.0) * maxCos))))); end return tmp end
function tmp_2 = code(ux, uy, maxCos) tmp = single(0.0); if (maxCos <= single(6.000000212225132e-6)) tmp = sin((single(2.0) * (uy * single(pi)))) * sqrt(((single(2.0) * ux) - (ux * ux))); else tmp = sin((uy * (single(2.0) * single(pi)))) * sqrt((ux * (single(2.0) - (single(2.0) * maxCos)))); end tmp_2 = tmp; end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;maxCos \leq 6.000000212225132 \cdot 10^{-6}:\\
\;\;\;\;\sin \left(2 \cdot \left(uy \cdot \pi\right)\right) \cdot \sqrt{2 \cdot ux - ux \cdot ux}\\
\mathbf{else}:\\
\;\;\;\;\sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{ux \cdot \left(2 - 2 \cdot maxCos\right)}\\
\end{array}
\end{array}
if maxCos < 6.00000021e-6Initial program 58.5%
associate-*l*58.5%
sub-neg58.5%
+-commutative58.5%
distribute-rgt-neg-in58.5%
fma-def58.3%
+-commutative58.3%
associate-+r-58.3%
fma-def58.3%
neg-sub058.3%
+-commutative58.3%
associate-+r-58.3%
associate--r-58.3%
neg-sub058.3%
+-commutative58.3%
sub-neg58.3%
fma-def58.3%
Simplified58.3%
Taylor expanded in ux around 0 98.2%
+-commutative98.2%
fma-def98.2%
associate--l+98.3%
mul-1-neg98.3%
sub-neg98.3%
metadata-eval98.3%
distribute-neg-in98.3%
metadata-eval98.3%
+-commutative98.3%
sub-neg98.3%
sub-neg98.3%
metadata-eval98.3%
*-commutative98.3%
unpow298.3%
Simplified98.3%
Taylor expanded in maxCos around 0 97.9%
+-commutative97.9%
mul-1-neg97.9%
unsub-neg97.9%
unpow297.9%
Simplified97.9%
if 6.00000021e-6 < maxCos Initial program 49.9%
associate-*l*49.9%
+-commutative49.9%
associate-+r-51.2%
fma-def51.2%
+-commutative51.2%
associate-+r-49.3%
fma-def49.3%
Simplified49.3%
Taylor expanded in ux around 0 85.5%
Final simplification96.5%
(FPCore (ux uy maxCos)
:precision binary32
(let* ((t_0 (* PI (* uy 2.0))))
(if (<= (* uy 2.0) 0.008999999612569809)
(* t_0 (sqrt (- (* 2.0 ux) (* ux ux))))
(* (sin t_0) (sqrt (* 2.0 ux))))))
float code(float ux, float uy, float maxCos) {
float t_0 = ((float) M_PI) * (uy * 2.0f);
float tmp;
if ((uy * 2.0f) <= 0.008999999612569809f) {
tmp = t_0 * sqrtf(((2.0f * ux) - (ux * ux)));
} else {
tmp = sinf(t_0) * sqrtf((2.0f * ux));
}
return tmp;
}
function code(ux, uy, maxCos) t_0 = Float32(Float32(pi) * Float32(uy * Float32(2.0))) tmp = Float32(0.0) if (Float32(uy * Float32(2.0)) <= Float32(0.008999999612569809)) tmp = Float32(t_0 * sqrt(Float32(Float32(Float32(2.0) * ux) - Float32(ux * ux)))); else tmp = Float32(sin(t_0) * sqrt(Float32(Float32(2.0) * ux))); end return tmp end
function tmp_2 = code(ux, uy, maxCos) t_0 = single(pi) * (uy * single(2.0)); tmp = single(0.0); if ((uy * single(2.0)) <= single(0.008999999612569809)) tmp = t_0 * sqrt(((single(2.0) * ux) - (ux * ux))); else tmp = sin(t_0) * sqrt((single(2.0) * ux)); end tmp_2 = tmp; end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \pi \cdot \left(uy \cdot 2\right)\\
\mathbf{if}\;uy \cdot 2 \leq 0.008999999612569809:\\
\;\;\;\;t_0 \cdot \sqrt{2 \cdot ux - ux \cdot ux}\\
\mathbf{else}:\\
\;\;\;\;\sin t_0 \cdot \sqrt{2 \cdot ux}\\
\end{array}
\end{array}
if (*.f32 uy 2) < 0.00899999961Initial program 57.3%
associate-*l*57.3%
sub-neg57.3%
+-commutative57.3%
distribute-rgt-neg-in57.3%
fma-def57.2%
+-commutative57.2%
associate-+r-57.3%
fma-def57.3%
neg-sub057.3%
+-commutative57.3%
associate-+r-57.3%
associate--r-57.3%
neg-sub057.3%
+-commutative57.3%
sub-neg57.3%
fma-def57.3%
Simplified57.3%
Taylor expanded in ux around 0 98.5%
+-commutative98.5%
fma-def98.5%
associate--l+98.6%
mul-1-neg98.6%
sub-neg98.6%
metadata-eval98.6%
distribute-neg-in98.6%
metadata-eval98.6%
+-commutative98.6%
sub-neg98.6%
sub-neg98.6%
metadata-eval98.6%
*-commutative98.6%
unpow298.6%
Simplified98.6%
log1p-expm1-u98.6%
Applied egg-rr98.6%
Taylor expanded in uy around 0 95.1%
associate-*r*95.1%
associate-*r*95.1%
*-commutative95.1%
*-commutative95.1%
*-commutative95.1%
fma-def95.2%
count-295.2%
associate-*r*95.2%
sub-neg95.2%
metadata-eval95.2%
unpow295.2%
Simplified95.2%
Taylor expanded in maxCos around 0 90.2%
+-commutative90.2%
mul-1-neg90.2%
unsub-neg90.2%
unpow290.2%
Simplified90.2%
if 0.00899999961 < (*.f32 uy 2) Initial program 58.3%
add-log-exp62.8%
pow262.8%
+-commutative62.8%
fma-def62.8%
Applied egg-rr62.8%
Taylor expanded in ux around 0 45.9%
Taylor expanded in maxCos around 0 71.9%
Final simplification86.3%
(FPCore (ux uy maxCos) :precision binary32 (* (sin (* 2.0 (* uy PI))) (sqrt (- (* 2.0 ux) (* ux ux)))))
float code(float ux, float uy, float maxCos) {
return sinf((2.0f * (uy * ((float) M_PI)))) * sqrtf(((2.0f * ux) - (ux * ux)));
}
function code(ux, uy, maxCos) return Float32(sin(Float32(Float32(2.0) * Float32(uy * Float32(pi)))) * sqrt(Float32(Float32(Float32(2.0) * ux) - Float32(ux * ux)))) end
function tmp = code(ux, uy, maxCos) tmp = sin((single(2.0) * (uy * single(pi)))) * sqrt(((single(2.0) * ux) - (ux * ux))); end
\begin{array}{l}
\\
\sin \left(2 \cdot \left(uy \cdot \pi\right)\right) \cdot \sqrt{2 \cdot ux - ux \cdot ux}
\end{array}
Initial program 57.5%
associate-*l*57.5%
sub-neg57.5%
+-commutative57.5%
distribute-rgt-neg-in57.5%
fma-def57.4%
+-commutative57.4%
associate-+r-57.4%
fma-def57.4%
neg-sub057.4%
+-commutative57.4%
associate-+r-57.3%
associate--r-57.3%
neg-sub057.3%
+-commutative57.3%
sub-neg57.3%
fma-def57.3%
Simplified57.3%
Taylor expanded in ux around 0 98.3%
+-commutative98.3%
fma-def98.3%
associate--l+98.3%
mul-1-neg98.3%
sub-neg98.3%
metadata-eval98.3%
distribute-neg-in98.3%
metadata-eval98.3%
+-commutative98.3%
sub-neg98.3%
sub-neg98.3%
metadata-eval98.3%
*-commutative98.3%
unpow298.3%
Simplified98.3%
Taylor expanded in maxCos around 0 92.9%
+-commutative92.9%
mul-1-neg92.9%
unsub-neg92.9%
unpow292.9%
Simplified92.9%
Final simplification92.9%
(FPCore (ux uy maxCos) :precision binary32 (* 2.0 (* uy (* PI (sqrt (- (* 2.0 ux) (* ux ux)))))))
float code(float ux, float uy, float maxCos) {
return 2.0f * (uy * (((float) M_PI) * sqrtf(((2.0f * ux) - (ux * ux)))));
}
function code(ux, uy, maxCos) return Float32(Float32(2.0) * Float32(uy * Float32(Float32(pi) * sqrt(Float32(Float32(Float32(2.0) * ux) - Float32(ux * ux)))))) end
function tmp = code(ux, uy, maxCos) tmp = single(2.0) * (uy * (single(pi) * sqrt(((single(2.0) * ux) - (ux * ux))))); end
\begin{array}{l}
\\
2 \cdot \left(uy \cdot \left(\pi \cdot \sqrt{2 \cdot ux - ux \cdot ux}\right)\right)
\end{array}
Initial program 57.5%
associate-*l*57.5%
sub-neg57.5%
+-commutative57.5%
distribute-rgt-neg-in57.5%
fma-def57.4%
+-commutative57.4%
associate-+r-57.4%
fma-def57.4%
neg-sub057.4%
+-commutative57.4%
associate-+r-57.3%
associate--r-57.3%
neg-sub057.3%
+-commutative57.3%
sub-neg57.3%
fma-def57.3%
Simplified57.3%
Taylor expanded in ux around 0 98.3%
+-commutative98.3%
fma-def98.3%
associate--l+98.3%
mul-1-neg98.3%
sub-neg98.3%
metadata-eval98.3%
distribute-neg-in98.3%
metadata-eval98.3%
+-commutative98.3%
sub-neg98.3%
sub-neg98.3%
metadata-eval98.3%
*-commutative98.3%
unpow298.3%
Simplified98.3%
log1p-expm1-u98.4%
Applied egg-rr98.4%
Taylor expanded in uy around 0 83.1%
associate-*r*83.1%
associate-*r*83.1%
*-commutative83.1%
*-commutative83.1%
*-commutative83.1%
fma-def83.1%
count-283.1%
associate-*r*83.1%
sub-neg83.1%
metadata-eval83.1%
unpow283.1%
Simplified83.1%
Taylor expanded in maxCos around 0 79.0%
associate-*l*79.0%
+-commutative79.0%
mul-1-neg79.0%
unsub-neg79.0%
unpow279.0%
Simplified79.0%
Final simplification79.0%
(FPCore (ux uy maxCos) :precision binary32 (* (* PI (* uy 2.0)) (sqrt (- (* 2.0 ux) (* ux ux)))))
float code(float ux, float uy, float maxCos) {
return (((float) M_PI) * (uy * 2.0f)) * sqrtf(((2.0f * ux) - (ux * ux)));
}
function code(ux, uy, maxCos) return Float32(Float32(Float32(pi) * Float32(uy * Float32(2.0))) * sqrt(Float32(Float32(Float32(2.0) * ux) - Float32(ux * ux)))) end
function tmp = code(ux, uy, maxCos) tmp = (single(pi) * (uy * single(2.0))) * sqrt(((single(2.0) * ux) - (ux * ux))); end
\begin{array}{l}
\\
\left(\pi \cdot \left(uy \cdot 2\right)\right) \cdot \sqrt{2 \cdot ux - ux \cdot ux}
\end{array}
Initial program 57.5%
associate-*l*57.5%
sub-neg57.5%
+-commutative57.5%
distribute-rgt-neg-in57.5%
fma-def57.4%
+-commutative57.4%
associate-+r-57.4%
fma-def57.4%
neg-sub057.4%
+-commutative57.4%
associate-+r-57.3%
associate--r-57.3%
neg-sub057.3%
+-commutative57.3%
sub-neg57.3%
fma-def57.3%
Simplified57.3%
Taylor expanded in ux around 0 98.3%
+-commutative98.3%
fma-def98.3%
associate--l+98.3%
mul-1-neg98.3%
sub-neg98.3%
metadata-eval98.3%
distribute-neg-in98.3%
metadata-eval98.3%
+-commutative98.3%
sub-neg98.3%
sub-neg98.3%
metadata-eval98.3%
*-commutative98.3%
unpow298.3%
Simplified98.3%
log1p-expm1-u98.4%
Applied egg-rr98.4%
Taylor expanded in uy around 0 83.1%
associate-*r*83.1%
associate-*r*83.1%
*-commutative83.1%
*-commutative83.1%
*-commutative83.1%
fma-def83.1%
count-283.1%
associate-*r*83.1%
sub-neg83.1%
metadata-eval83.1%
unpow283.1%
Simplified83.1%
Taylor expanded in maxCos around 0 79.0%
+-commutative79.0%
mul-1-neg79.0%
unsub-neg79.0%
unpow279.0%
Simplified79.0%
Final simplification79.0%
(FPCore (ux uy maxCos) :precision binary32 (* 2.0 (* (* uy PI) (sqrt (* 2.0 ux)))))
float code(float ux, float uy, float maxCos) {
return 2.0f * ((uy * ((float) M_PI)) * sqrtf((2.0f * ux)));
}
function code(ux, uy, maxCos) return Float32(Float32(2.0) * Float32(Float32(uy * Float32(pi)) * sqrt(Float32(Float32(2.0) * ux)))) end
function tmp = code(ux, uy, maxCos) tmp = single(2.0) * ((uy * single(pi)) * sqrt((single(2.0) * ux))); end
\begin{array}{l}
\\
2 \cdot \left(\left(uy \cdot \pi\right) \cdot \sqrt{2 \cdot ux}\right)
\end{array}
Initial program 57.5%
associate-*l*57.5%
sub-neg57.5%
+-commutative57.5%
distribute-rgt-neg-in57.5%
fma-def57.4%
+-commutative57.4%
associate-+r-57.4%
fma-def57.4%
neg-sub057.4%
+-commutative57.4%
associate-+r-57.3%
associate--r-57.3%
neg-sub057.3%
+-commutative57.3%
sub-neg57.3%
fma-def57.3%
Simplified57.3%
Taylor expanded in uy around 0 50.8%
Taylor expanded in maxCos around 0 49.7%
Taylor expanded in ux around 0 64.8%
Final simplification64.8%
(FPCore (ux uy maxCos) :precision binary32 (* 2.0 (* (* uy PI) (sqrt 0.0))))
float code(float ux, float uy, float maxCos) {
return 2.0f * ((uy * ((float) M_PI)) * sqrtf(0.0f));
}
function code(ux, uy, maxCos) return Float32(Float32(2.0) * Float32(Float32(uy * Float32(pi)) * sqrt(Float32(0.0)))) end
function tmp = code(ux, uy, maxCos) tmp = single(2.0) * ((uy * single(pi)) * sqrt(single(0.0))); end
\begin{array}{l}
\\
2 \cdot \left(\left(uy \cdot \pi\right) \cdot \sqrt{0}\right)
\end{array}
Initial program 57.5%
associate-*l*57.5%
sub-neg57.5%
+-commutative57.5%
distribute-rgt-neg-in57.5%
fma-def57.4%
+-commutative57.4%
associate-+r-57.4%
fma-def57.4%
neg-sub057.4%
+-commutative57.4%
associate-+r-57.3%
associate--r-57.3%
neg-sub057.3%
+-commutative57.3%
sub-neg57.3%
fma-def57.3%
Simplified57.3%
Taylor expanded in uy around 0 50.8%
Taylor expanded in ux around 0 7.1%
Final simplification7.1%
herbie shell --seed 2023200
(FPCore (ux uy maxCos)
:name "UniformSampleCone, y"
:precision binary32
:pre (and (and (and (<= 2.328306437e-10 ux) (<= ux 1.0)) (and (<= 2.328306437e-10 uy) (<= uy 1.0))) (and (<= 0.0 maxCos) (<= maxCos 1.0)))
(* (sin (* (* uy 2.0) PI)) (sqrt (- 1.0 (* (+ (- 1.0 ux) (* ux maxCos)) (+ (- 1.0 ux) (* ux maxCos)))))))